Experience using infrastructure-as-code, configuration-management, and containerization tools, including Terraform, Ansible, and Docker; building version-controlled continuous integration and continuous deployment (CI/CD) workflows; and supporting backup, recovery, and disaster-recovery planning for production database environments. Experience designing databases for performance, scalability, security, and system integration; building and maintaining data pipeline orchestration workflows using Apache Airflow or Dagster; and developing Structured Query Language (SQL), Python, and dbt transformation logic.